{
 "cells": [
  {
   "cell_type": "markdown",
   "id": "90023b29-6e4d-4654-9c3d-8f8b0e5f0fca",
   "metadata": {},
   "source": [
    "## B01_Descriptive Analysis and Dashboarding\n",
    "\n",
    "This code implements exploratory data analysis and interactive dashboards."
   ]
  },
  {
   "cell_type": "markdown",
   "id": "c67ec235-bb44-43bb-b6aa-32e3c6887b68",
   "metadata": {},
   "source": [
    "### 1. init spark session"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 1,
   "id": "bd7ad00e-1b59-4dc1-897e-97074b25a883",
   "metadata": {},
   "outputs": [],
   "source": [
    "import findspark\n",
    "findspark.init()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "id": "4e3ce44a-50dc-42b0-a116-edba2a567ae9",
   "metadata": {},
   "outputs": [],
   "source": [
    "from pyspark.sql import SparkSession\n",
    "spark = SparkSession.builder.appName(\"income_data\").getOrCreate()"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "c417c08c-b6d6-4c1f-b4a8-abdb1b05de2d",
   "metadata": {},
   "source": [
    "### 2. read the parquet file"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "id": "bcd1f0e3-b6eb-4f2b-aa9f-309b342e26cc",
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "+----+--------------+--------------+----------+--------------------+--------+-------------------+\n",
      "| Any|Codi_Districte| Nom_Districte|Codi_Barri|           Nom_Barri|Població|Index RFD Barcelona|\n",
      "+----+--------------+--------------+----------+--------------------+--------+-------------------+\n",
      "|2007|             1|  Ciutat Vella|         1|            el Raval|   46595|               64.7|\n",
      "|2007|             1|  Ciutat Vella|         2|      el Barri Gòtic|   27946|               86.5|\n",
      "|2007|             1|  Ciutat Vella|         3|      la Barceloneta|   15921|               66.7|\n",
      "|2007|             1|  Ciutat Vella|         4|Sant Pere, Santa ...|   22572|               80.2|\n",
      "|2007|             6|        Gràcia|        28|Vallcarca i els P...|   15381|              113.2|\n",
      "|2007|             6|        Gràcia|        29|             el Coll|    7190|               91.7|\n",
      "|2007|             6|        Gràcia|        30|            la Salut|   13072|              113.0|\n",
      "|2007|             6|        Gràcia|        31|   la Vila de Gràcia|   50409|              101.9|\n",
      "|2007|             6|        Gràcia|        32|el Camp d'en Gras...|   34535|              104.3|\n",
      "|2007|             3|Sants-Montjuïc|        11|        el Poble Sec|   39579|               73.3|\n",
      "+----+--------------+--------------+----------+--------------------+--------+-------------------+\n",
      "only showing top 10 rows\n",
      "\n"
     ]
    }
   ],
   "source": [
    "file_path = \"./Exploitation Zone/income_data.parquet\"\n",
    "\n",
    "df = spark.read.parquet(file_path)\n",
    "\n",
    "df.show(10)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "id": "6f7bd771-37d0-40e1-9949-4654f03689f3",
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "root\n",
      " |-- Any: integer (nullable = true)\n",
      " |-- Codi_Districte: integer (nullable = true)\n",
      " |-- Nom_Districte: string (nullable = true)\n",
      " |-- Codi_Barri: integer (nullable = true)\n",
      " |-- Nom_Barri: string (nullable = true)\n",
      " |-- Població: integer (nullable = true)\n",
      " |-- Index RFD Barcelona: float (nullable = true)\n",
      "\n"
     ]
    }
   ],
   "source": [
    "df.printSchema()"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "a57a45c6-ee7b-431f-8cde-b983c335edd4",
   "metadata": {},
   "source": [
    "### 3. Trend Analysis\n",
    "\n",
    "Examine the trends in population and income index over the years for each district."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 25,
   "id": "7f288487-97f0-4e51-8a5b-dd225f050b83",
   "metadata": {},
   "outputs": [],
   "source": [
    "from pyspark.sql.functions import avg\n",
    "import matplotlib.pyplot as plt\n",
    "import seaborn as sns\n",
    "\n",
    "sns.set(style=\"whitegrid\")\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 26,
   "id": "c7af3ebc-de05-4dfd-8e1e-890a5a2fa6b2",
   "metadata": {},
   "outputs": [],
   "source": [
    "# Calculate average Population and Income_Index for each district by year\n",
    "trends = df.groupBy(\"Any\", \"Codi_Districte\", \"Nom_Districte\") \\\n",
    "    .agg(\n",
    "        avg(\"Població\").alias(\"Avg_Population\"),\n",
    "        avg(\"Index RFD Barcelona\").alias(\"Avg_Income_Index\")\n",
    "    ) \\\n",
    "    .orderBy(\"Codi_Districte\", \"Any\")"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 27,
   "id": "ca3a1fd2-9be0-49ff-a644-a314daa09427",
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "+----+--------------+-------------+------------------+------------------+\n",
      "| Any|Codi_Districte|Nom_Districte|    Avg_Population|  Avg_Income_Index|\n",
      "+----+--------------+-------------+------------------+------------------+\n",
      "|2007|             1| Ciutat Vella|           28258.5| 74.52499771118164|\n",
      "|2008|             1| Ciutat Vella|           27909.0|  72.7750015258789|\n",
      "|2009|             1| Ciutat Vella|          27461.75| 77.37500190734863|\n",
      "|2010|             1| Ciutat Vella|          26712.25| 79.52499961853027|\n",
      "|2011|             1| Ciutat Vella|           26012.0|             80.75|\n",
      "|2012|             1| Ciutat Vella|           26304.0| 80.85000038146973|\n",
      "|2013|             1| Ciutat Vella|           25986.0| 84.29999828338623|\n",
      "|2014|             1| Ciutat Vella|          25559.25| 85.35000038146973|\n",
      "|2015|             1| Ciutat Vella|          25056.75| 89.32500076293945|\n",
      "|2016|             1| Ciutat Vella|          25112.75| 91.92500114440918|\n",
      "|2017|             1| Ciutat Vella|           25562.5| 89.07499885559082|\n",
      "|2007|             2|     Eixample|           43959.5|115.75000254313152|\n",
      "|2008|             2|     Eixample|           44311.0|114.88333384195964|\n",
      "|2009|             2|     Eixample|44864.166666666664| 114.5833346048991|\n",
      "|2010|             2|     Eixample|           44589.0| 114.4000015258789|\n",
      "|2011|             2|     Eixample|           44166.0|111.76666641235352|\n",
      "|2012|             2|     Eixample|44265.333333333336|110.55000178019206|\n",
      "|2013|             2|     Eixample|           44148.0|116.39999898274739|\n",
      "|2014|             2|     Eixample|44217.166666666664| 116.1500015258789|\n",
      "|2015|             2|     Eixample|           43998.5|116.28333409627278|\n",
      "+----+--------------+-------------+------------------+------------------+\n",
      "only showing top 20 rows\n",
      "\n"
     ]
    }
   ],
   "source": [
    "trends.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 28,
   "id": "f583065d-50d7-469a-810e-98f8e0992f79",
   "metadata": {},
   "outputs": [],
   "source": [
    "trends_pd = trends.toPandas()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 36,
   "id": "7e271e4f-7562-4913-973c-e79f8a5d27b5",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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      "text/plain": [
       "<Figure size 1400x700 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "# Plot Population Trend\n",
    "plt.figure(figsize=(14, 7))\n",
    "sns.lineplot(data=trends_pd, x='Any', y='Avg_Population', hue='Nom_Districte', marker='o')\n",
    "plt.title('Population Trend by District')\n",
    "plt.xlabel('Year')\n",
    "plt.ylabel('Average Population')\n",
    "plt.legend(loc='best', bbox_to_anchor=(1.05, 1))\n",
    "plt.xticks(rotation=45)\n",
    "plt.tight_layout()\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 37,
   "id": "7ad744c1-6473-4bff-9249-298f7f52f9b2",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 1400x700 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "# Plot Income Index Trend\n",
    "plt.figure(figsize=(14, 7))\n",
    "sns.lineplot(data=trends_pd, x='Any', y='Avg_Income_Index', hue='Nom_Districte', marker='o')\n",
    "plt.title('Income Index Trend by District')\n",
    "plt.xlabel('Year')\n",
    "plt.ylabel('Average Income Index')\n",
    "plt.legend(loc='best', bbox_to_anchor=(1.05, 1))\n",
    "plt.xticks(rotation=45)\n",
    "plt.tight_layout()\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "658e7a61-1bbf-46ff-b5e7-9f5233d2c33d",
   "metadata": {},
   "source": [
    "### 4. Income Index Distribution\n",
    "\n",
    "Visualize the distribution of the income index for each year using histograms or box plots."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 39,
   "id": "cc57840b-d7bd-463e-9bc1-a0f177c2bd81",
   "metadata": {},
   "outputs": [],
   "source": [
    "data = df.select(\"Any\", \"Index RFD Barcelona\")"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 40,
   "id": "f44a7174-5e1e-4b1a-bd82-e296e973379f",
   "metadata": {},
   "outputs": [],
   "source": [
    "# Convert the PySpark DataFrame to a Pandas DataFrame for visualization\n",
    "data_pd = data.toPandas()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 42,
   "id": "5e9e5145-62bf-4471-b19b-4a0fcee81687",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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      "text/plain": [
       "<Figure size 1400x700 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "# Box Plot of Income Index for each year\n",
    "plt.figure(figsize=(14, 7))\n",
    "sns.boxplot(data=data_pd, x=\"Any\", y=\"Index RFD Barcelona\", palette=\"viridis\", hue=\"Any\")\n",
    "plt.title('Income Index Distribution by Year (Box Plot)')\n",
    "plt.xlabel('Year')\n",
    "plt.ylabel('Income Index')\n",
    "plt.xticks(rotation=45)\n",
    "plt.tight_layout()\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "c2775a16-27f4-4355-b185-e82f44c15fa0",
   "metadata": {},
   "source": [
    "### 5. Heatmaps Visualize\n",
    "\n",
    "Use heatmaps to visualize changes in population and income index over time across different districts."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 48,
   "id": "b4029cbf-96b2-45c5-a3f9-872155014b35",
   "metadata": {},
   "outputs": [],
   "source": [
    "from pyspark.sql.functions import avg"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 49,
   "id": "f6de8c67-b886-4eb9-bc7c-117dbbe42adb",
   "metadata": {},
   "outputs": [],
   "source": [
    "df_agg = df.groupby(\"Any\", \"Nom_Districte\").agg(\n",
    "    avg(\"Població\").alias(\"Població\"),\n",
    "    avg(\"Index RFD Barcelona\").alias(\"Index RFD Barcelona\")\n",
    ")"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 52,
   "id": "3eedbb9a-0357-4e79-bec1-15ebedbfe9ef",
   "metadata": {},
   "outputs": [],
   "source": [
    "# Convert the PySpark DataFrame to a Pandas DataFrame for visualization\n",
    "data_pd = df_agg.toPandas()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 54,
   "id": "26afbad9-1a99-42ae-93c1-06009a26dc62",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
       "        vertical-align: middle;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>Any</th>\n",
       "      <th>Nom_Districte</th>\n",
       "      <th>Població</th>\n",
       "      <th>Index RFD Barcelona</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>2010</td>\n",
       "      <td>Horta-Guinardó</td>\n",
       "      <td>15540.363636</td>\n",
       "      <td>82.600001</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>2015</td>\n",
       "      <td>Sant Andreu</td>\n",
       "      <td>21043.857143</td>\n",
       "      <td>67.085715</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>2010</td>\n",
       "      <td>Sants-Montjuïc</td>\n",
       "      <td>23033.750000</td>\n",
       "      <td>74.937501</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>2015</td>\n",
       "      <td>Eixample</td>\n",
       "      <td>43998.500000</td>\n",
       "      <td>116.283334</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>2011</td>\n",
       "      <td>Nou Barris</td>\n",
       "      <td>12887.307692</td>\n",
       "      <td>56.376923</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "    Any   Nom_Districte      Població  Index RFD Barcelona\n",
       "0  2010  Horta-Guinardó  15540.363636            82.600001\n",
       "1  2015     Sant Andreu  21043.857143            67.085715\n",
       "2  2010  Sants-Montjuïc  23033.750000            74.937501\n",
       "3  2015        Eixample  43998.500000           116.283334\n",
       "4  2011      Nou Barris  12887.307692            56.376923"
      ]
     },
     "execution_count": 54,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "data_pd.head()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 56,
   "id": "338ba01e-15a5-435a-8298-01bf0b533f69",
   "metadata": {},
   "outputs": [],
   "source": [
    "# Pivot the data for heatmap visualization\n",
    "population_pivot = data_pd.pivot(columns=\"Any\", index=\"Nom_Districte\", values=\"Població\")\n",
    "income_index_pivot = data_pd.pivot(columns=\"Any\", index=\"Nom_Districte\", values=\"Index RFD Barcelona\")"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 57,
   "id": "6d5e4d94-0dd6-4003-995f-d39757ee3459",
   "metadata": {},
   "outputs": [
    {
     "data": {
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",
      "text/plain": [
       "<Figure size 1400x700 with 2 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "# Plotting the population heatmap using Seaborn\n",
    "plt.figure(figsize=(14, 7))\n",
    "sns.heatmap(population_pivot, cmap='viridis', annot=False, cbar=True)\n",
    "plt.title('Heatmap of Population Changes Over Time by District')\n",
    "plt.xlabel('District')\n",
    "plt.ylabel('Year')\n",
    "plt.xticks(rotation=45)\n",
    "plt.tight_layout()\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 58,
   "id": "2457dea7-ba39-4f21-929a-c902068d5b6f",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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      "text/plain": [
       "<Figure size 1400x700 with 2 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "# Plotting the income index heatmap using Seaborn\n",
    "plt.figure(figsize=(14, 7))\n",
    "sns.heatmap(income_index_pivot, cmap='viridis', annot=False, cbar=True)\n",
    "plt.title('Heatmap of Income Index Changes Over Time by District')\n",
    "plt.xlabel('District')\n",
    "plt.ylabel('Year')\n",
    "plt.xticks(rotation=45)\n",
    "plt.tight_layout()\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "ef6542c7-2e0e-4014-bfc1-6866e0829e83",
   "metadata": {},
   "source": [
    "### 6. interactive dashboards\n",
    "\n",
    "- using `pip install ipywidgets` to install lib\n",
    "- using `pip install seaborn` to install lib"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "8a4672e1-6a8b-45c7-8afe-31b38c4d8176",
   "metadata": {},
   "source": [
    "#### 6.1 plot function"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 65,
   "id": "9d3bf0d2-1c3e-4891-b6b8-7bd7600c5242",
   "metadata": {},
   "outputs": [],
   "source": [
    "# Interactive function to plot the data\n",
    "def plot_data(district_name):\n",
    "    filtered_data = data[data['Nom_Districte'] == district_name]\n",
    "\n",
    "    fig, ax1 = plt.subplots(figsize=(14, 7))\n",
    "\n",
    "    sns.lineplot(data=filtered_data, x='Any', y='Població', ax=ax1, marker='o', label='Population')\n",
    "    ax1.set_ylabel('Population')\n",
    "    ax1.set_title(f'Population and Income Index Trend for {district_name}')\n",
    "    \n",
    "    ax2 = ax1.twinx()\n",
    "    sns.lineplot(data=filtered_data, x='Any', y='Index RFD Barcelona', ax=ax2, marker='o', color='r', label='Income Index')\n",
    "    ax2.set_ylabel('Income Index')\n",
    "\n",
    "    fig.legend(loc='upper right', bbox_to_anchor=(1,1), bbox_transform=ax1.transAxes)\n",
    "    plt.show()"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "369605ff-aea3-47e1-ae82-7a1383b2aa14",
   "metadata": {},
   "source": [
    "#### 6.2 widgets"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 66,
   "id": "78167047-ab55-4edb-8811-3c580439cb9e",
   "metadata": {},
   "outputs": [],
   "source": [
    "data = df.toPandas()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 67,
   "id": "bce460b1-b0f1-49e3-a45e-effee498a249",
   "metadata": {},
   "outputs": [],
   "source": [
    "import ipywidgets as widgets\n",
    "from ipywidgets import interact, interact_manual"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 68,
   "id": "ff5fd3a3-e85c-4c96-92fa-3a811bdf6d7b",
   "metadata": {},
   "outputs": [],
   "source": [
    "# Get unique districts from the data\n",
    "districts = data['Nom_Districte'].unique()\n",
    "\n",
    "# Create interactive widget\n",
    "district_selector = widgets.Dropdown(\n",
    "    options=districts,\n",
    "    value=districts[0],\n",
    "    description='District:',\n",
    "    disabled=False,\n",
    ")"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "2b4e12da-cb62-45d6-803c-d17c2ceba363",
   "metadata": {},
   "source": [
    "#### 6.3 create interactive dashboard"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 69,
   "id": "7ec0b9e3-c649-4937-89a6-72a4b68b84c6",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "application/vnd.jupyter.widget-view+json": {
       "model_id": "4ad9c0fa20a942df95550f0d0476ad38",
       "version_major": 2,
       "version_minor": 0
      },
      "text/plain": [
       "interactive(children=(Dropdown(description='District:', options=('Ciutat Vella', 'Gràcia', 'Sants-Montjuïc', '…"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "text/plain": [
       "<function __main__.plot_data(district_name)>"
      ]
     },
     "execution_count": 69,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "# Display interactive widget\n",
    "interact(plot_data, district_name=district_selector)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "id": "944ef78c-fb7e-4266-9baf-8e6978b82ef4",
   "metadata": {},
   "outputs": [],
   "source": []
  }
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